{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5b3d7199",
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "import torch\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision import datasets, transforms, utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8db87271",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<torch._C.Generator at 0x117eb2590>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We will set a seed to ensure repeatability of training\n",
    "torch.manual_seed(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2d135ce4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the dataset\n",
    "mnist_transforms = transforms.Compose([transforms.Resize((32, 32)),\n",
    "                                 transforms.ToTensor()])\n",
    "train_data = datasets.MNIST(\n",
    "    root = 'datasets',\n",
    "    train = True,                         \n",
    "    transform = mnist_transforms, \n",
    "    download = True,            \n",
    ")\n",
    "\n",
    "test_data = datasets.MNIST(\n",
    "    root = 'datasets',\n",
    "    train = False,                         \n",
    "    transform = mnist_transforms, \n",
    "    download = True, \n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ca3cd7c7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train data size torch.Size([60000, 28, 28])\n",
      "Train data target torch.Size([60000])\n",
      "Test data size torch.Size([10000, 28, 28])\n",
      "Test data target torch.Size([10000])\n"
     ]
    }
   ],
   "source": [
    "# Let us take a look at the train and test data\n",
    "# Each image is of shape 28 * 28 and we have 60000 train examples\n",
    "assert train_data.data.shape == torch.Size((60000, 28, 28))\n",
    "print(f\"Train data size {train_data.data.shape}\")  # We have 60000 images of shape 28x28\n",
    "assert train_data.targets.shape == torch.Size([60000])# We have a target for each image\n",
    "print(f\"Train data target {train_data.targets.shape}\")\n",
    "\n",
    "print(f\"Test data size {test_data.data.shape}\") # We have 10000 images for test\n",
    "print(f\"Test data target {test_data.targets.shape}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c9deaa07",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_data(X, y, prefix, num_to_plot=24):\n",
    "    # Let us sample a few random images to plot\n",
    "    assert X.shape[0] == y.shape[0]\n",
    "    sample_idx = torch.randint(len(X), size=(num_to_plot,))\n",
    "    # We will plot the images in a grid\n",
    "    figure = plt.figure(figsize=(10, 8))\n",
    "    num_cols = 3\n",
    "    num_rows = int(math.ceil(num_to_plot/ num_cols))\n",
    "    for i in range(num_to_plot):\n",
    "        img =  X[sample_idx[i]]\n",
    "        label = y[sample_idx[i]]\n",
    "        figure.add_subplot(num_rows, num_cols, i+1)\n",
    "        plt.title(f\"{prefix}_{label}\") \n",
    "        plt.axis(\"off\")\n",
    "        plt.tight_layout()\n",
    "        plt.imshow(img.squeeze(), cmap=\"gray\")\n",
    "        \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9fc94f3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_data(train_data.data, train_data.targets, \"gt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "17cd766a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let us define the neural network architecture\n",
    "class LeNet(torch.nn.Module):\n",
    "    def __init__(self, num_classes):\n",
    "        super(LeNet, self).__init__()\n",
    "        self.conv1 = torch.nn.Sequential(\n",
    "                        torch.nn.Conv2d(in_channels=1, out_channels=6, kernel_size=5, stride=1),\n",
    "                        torch.nn.Tanh(),\n",
    "                        torch.nn.AvgPool2d(kernel_size=2))\n",
    "        self.conv2 = torch.nn.Sequential(\n",
    "                        torch.nn.Conv2d(in_channels=6, out_channels=16, kernel_size=5, stride=1),\n",
    "                        torch.nn.Tanh(),\n",
    "                        torch.nn.AvgPool2d(kernel_size=2))\n",
    "        self.conv3 = torch.nn.Sequential(\n",
    "                        torch.nn.Conv2d(in_channels=16, out_channels=120, kernel_size=5, stride=1),\n",
    "                        torch.nn.Tanh())\n",
    "        self.fc1 = torch.nn.Sequential(\n",
    "                        torch.nn.Linear(in_features=120, out_features=84),\n",
    "                        torch.nn.Tanh())\n",
    "        self.fc2 = torch.nn.Linear(in_features=84, out_features=num_classes)\n",
    "        \n",
    "    def forward(self, X):\n",
    "        conv_out = self.conv3(self.conv2(self.conv1(X)))\n",
    "        batch_size = conv_out.shape[0]\n",
    "        conv_out = conv_out.reshape(batch_size, -1)\n",
    "        logits = self.fc2(self.fc1(conv_out))\n",
    "        return logits    \n",
    "    \n",
    "    def predict(self, X):\n",
    "        logits = self.forward(X)\n",
    "        probs = torch.softmax(logits, dim=1)\n",
    "        return torch.argmax(probs, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6ff8cd8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let us create dataloaders for the datasets\n",
    "batch_size=100\n",
    "train_dataloader = torch.utils.data.DataLoader(train_data, \n",
    "                                          batch_size=batch_size, \n",
    "                                          shuffle=True, \n",
    "                                          num_workers=0)\n",
    "    \n",
    "test_dataloader = torch.utils.data.DataLoader(test_data, \n",
    "                                          batch_size=batch_size, \n",
    "                                          shuffle=True, \n",
    "                                          num_workers=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d70f3b13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_accuracy(gt, logits):\n",
    "    assert gt.shape[0] == logits.shape[0] # Same batch size\n",
    "    with torch.no_grad():\n",
    "        probs = torch.softmax(logits, 1)\n",
    "        predicted_labels = torch.argmax(probs, 1)\n",
    "        correct_pred = (predicted_labels == gt).to(torch.int).sum()\n",
    "        accuracy = correct_pred / len(gt)\n",
    "    return accuracy\n",
    "    \n",
    "def train(model, data_loader, criterion, optimizer, device, epoch):\n",
    "    # Set training mode\n",
    "    model.train()\n",
    "    for i, (X, y_true) in enumerate(data_loader):\n",
    "        optimizer.zero_grad()\n",
    "        X = X.to(device)\n",
    "        y_true = y_true.to(device)\n",
    "        \n",
    "        y_pred_logits = model.forward(X)\n",
    "        loss = criterion(y_pred_logits, y_true)\n",
    "        if i % 100 == 0:\n",
    "            accuracy = compute_accuracy(y_true, y_pred_logits)\n",
    "            print(f\"Epoch {epoch}, Step {i}: Training loss: {loss} Accuracy: {accuracy}\")\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "def test(model, data_loader, criterion, device):\n",
    "    model.eval()\n",
    "    batch_loss, batch_acc = [], []\n",
    "    for i, (X, y_true) in enumerate(data_loader):\n",
    "        X = X.to(device)\n",
    "        y_true = y_true.to(device)\n",
    "        \n",
    "        y_pred_logits = model.forward(X)\n",
    "        batch_loss.append(criterion(y_pred_logits, y_true))\n",
    "        batch_acc.append(compute_accuracy(y_true, y_pred_logits))\n",
    "    avg_loss = sum(batch_loss) / len(batch_loss)\n",
    "    avg_acc = sum(batch_acc) / len(batch_acc)\n",
    "    return {\"loss\": avg_loss, \"accuracy\": avg_acc}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7a0687ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0, Step 0: Training loss: 2.3075952529907227 Accuracy: 0.09000000357627869\n",
      "Epoch 0, Step 100: Training loss: 1.1151868104934692 Accuracy: 0.7099999785423279\n",
      "Epoch 0, Step 200: Training loss: 0.41789761185646057 Accuracy: 0.8299999833106995\n",
      "Epoch 0, Step 300: Training loss: 0.33552873134613037 Accuracy: 0.8700000047683716\n",
      "Epoch 0, Step 400: Training loss: 0.23367002606391907 Accuracy: 0.9300000071525574\n",
      "Epoch 0, Step 500: Training loss: 0.2527003884315491 Accuracy: 0.9399999976158142\n",
      "Epoch 0, Test loss: 0.21143069863319397 Accuracy: 0.9375999569892883\n",
      "Epoch 1, Step 0: Training loss: 0.15388882160186768 Accuracy: 0.949999988079071\n",
      "Epoch 1, Step 100: Training loss: 0.24883875250816345 Accuracy: 0.9100000262260437\n",
      "Epoch 1, Step 200: Training loss: 0.08255451917648315 Accuracy: 0.9900000095367432\n",
      "Epoch 1, Step 300: Training loss: 0.15075550973415375 Accuracy: 0.949999988079071\n",
      "Epoch 1, Step 400: Training loss: 0.13896365463733673 Accuracy: 0.9399999976158142\n",
      "Epoch 1, Step 500: Training loss: 0.08201293647289276 Accuracy: 0.9800000190734863\n",
      "Epoch 1, Test loss: 0.10969822853803635 Accuracy: 0.9678001403808594\n",
      "Epoch 2, Step 0: Training loss: 0.0778607428073883 Accuracy: 0.9900000095367432\n",
      "Epoch 2, Step 100: Training loss: 0.1859036684036255 Accuracy: 0.9399999976158142\n",
      "Epoch 2, Step 200: Training loss: 0.055015526711940765 Accuracy: 0.9900000095367432\n",
      "Epoch 2, Step 300: Training loss: 0.09338003396987915 Accuracy: 0.949999988079071\n",
      "Epoch 2, Step 400: Training loss: 0.07105433195829391 Accuracy: 0.9800000190734863\n",
      "Epoch 2, Step 500: Training loss: 0.037409260869026184 Accuracy: 1.0\n",
      "Epoch 2, Test loss: 0.07572808116674423 Accuracy: 0.9750001430511475\n",
      "Epoch 3, Step 0: Training loss: 0.10422812402248383 Accuracy: 0.9599999785423279\n",
      "Epoch 3, Step 100: Training loss: 0.0871901586651802 Accuracy: 0.9800000190734863\n",
      "Epoch 3, Step 200: Training loss: 0.058942217379808426 Accuracy: 0.9800000190734863\n",
      "Epoch 3, Step 300: Training loss: 0.0777161493897438 Accuracy: 0.9700000286102295\n",
      "Epoch 3, Step 400: Training loss: 0.06270106881856918 Accuracy: 0.9900000095367432\n",
      "Epoch 3, Step 500: Training loss: 0.04438910633325577 Accuracy: 0.9800000190734863\n",
      "Epoch 3, Test loss: 0.0590495727956295 Accuracy: 0.9806002974510193\n",
      "Epoch 4, Step 0: Training loss: 0.024075934663414955 Accuracy: 0.9900000095367432\n",
      "Epoch 4, Step 100: Training loss: 0.06319218873977661 Accuracy: 0.9700000286102295\n",
      "Epoch 4, Step 200: Training loss: 0.015964556485414505 Accuracy: 1.0\n",
      "Epoch 4, Step 300: Training loss: 0.11401564627885818 Accuracy: 0.9599999785423279\n",
      "Epoch 4, Step 400: Training loss: 0.03689710050821304 Accuracy: 0.9900000095367432\n",
      "Epoch 4, Step 500: Training loss: 0.04420480877161026 Accuracy: 0.9800000190734863\n",
      "Epoch 4, Test loss: 0.052555181086063385 Accuracy: 0.983400285243988\n",
      "Epoch 5, Step 0: Training loss: 0.12612563371658325 Accuracy: 0.9800000190734863\n",
      "Epoch 5, Step 100: Training loss: 0.04264988377690315 Accuracy: 0.9800000190734863\n",
      "Epoch 5, Step 200: Training loss: 0.030517159029841423 Accuracy: 1.0\n",
      "Epoch 5, Step 300: Training loss: 0.0418696291744709 Accuracy: 0.9900000095367432\n",
      "Epoch 5, Step 400: Training loss: 0.04865159094333649 Accuracy: 0.9800000190734863\n",
      "Epoch 5, Step 500: Training loss: 0.02914213016629219 Accuracy: 0.9900000095367432\n",
      "Epoch 5, Test loss: 0.05125456303358078 Accuracy: 0.9817003607749939\n",
      "Epoch 6, Step 0: Training loss: 0.03236128389835358 Accuracy: 0.9900000095367432\n",
      "Epoch 6, Step 100: Training loss: 0.024488339200615883 Accuracy: 1.0\n",
      "Epoch 6, Step 200: Training loss: 0.04353167116641998 Accuracy: 0.9900000095367432\n",
      "Epoch 6, Step 300: Training loss: 0.028582856059074402 Accuracy: 1.0\n",
      "Epoch 6, Step 400: Training loss: 0.03235625475645065 Accuracy: 0.9800000190734863\n",
      "Epoch 6, Step 500: Training loss: 0.022311139851808548 Accuracy: 0.9900000095367432\n",
      "Epoch 6, Test loss: 0.04278777912259102 Accuracy: 0.9849998950958252\n",
      "Epoch 7, Step 0: Training loss: 0.03782622516155243 Accuracy: 0.9800000190734863\n",
      "Epoch 7, Step 100: Training loss: 0.04757353663444519 Accuracy: 0.9800000190734863\n",
      "Epoch 7, Step 200: Training loss: 0.06017617881298065 Accuracy: 0.9800000190734863\n",
      "Epoch 7, Step 300: Training loss: 0.029340317472815514 Accuracy: 1.0\n",
      "Epoch 7, Step 400: Training loss: 0.09328141063451767 Accuracy: 0.9800000190734863\n",
      "Epoch 7, Step 500: Training loss: 0.032804012298583984 Accuracy: 0.9800000190734863\n",
      "Epoch 7, Test loss: 0.04023730382323265 Accuracy: 0.987200140953064\n",
      "Epoch 8, Step 0: Training loss: 0.003876347793266177 Accuracy: 1.0\n",
      "Epoch 8, Step 100: Training loss: 0.019171010702848434 Accuracy: 1.0\n",
      "Epoch 8, Step 200: Training loss: 0.06068909168243408 Accuracy: 0.9900000095367432\n",
      "Epoch 8, Step 300: Training loss: 0.04904859885573387 Accuracy: 0.9900000095367432\n",
      "Epoch 8, Step 400: Training loss: 0.014371514320373535 Accuracy: 1.0\n",
      "Epoch 8, Step 500: Training loss: 0.009405284188687801 Accuracy: 1.0\n",
      "Epoch 8, Test loss: 0.035803183913230896 Accuracy: 0.9884000420570374\n",
      "Epoch 9, Step 0: Training loss: 0.07888530939817429 Accuracy: 0.9800000190734863\n",
      "Epoch 9, Step 100: Training loss: 0.07441765815019608 Accuracy: 0.9900000095367432\n",
      "Epoch 9, Step 200: Training loss: 0.01586843654513359 Accuracy: 1.0\n",
      "Epoch 9, Step 300: Training loss: 0.03765275701880455 Accuracy: 0.9900000095367432\n",
      "Epoch 9, Step 400: Training loss: 0.011481037363409996 Accuracy: 1.0\n",
      "Epoch 9, Step 500: Training loss: 0.02568637765944004 Accuracy: 0.9900000095367432\n",
      "Epoch 9, Test loss: 0.03813217580318451 Accuracy: 0.9876003265380859\n"
     ]
    }
   ],
   "source": [
    "# Train test loop\n",
    "num_classes = 10\n",
    "\n",
    "# To determine the device. If torch.cuda is available, we use the GPU else CPU\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "\n",
    "# Model\n",
    "model = LeNet(num_classes).to(device)\n",
    "# Optimizer\n",
    "optimizer = torch.optim.SGD(model.parameters(), lr=0.01,\n",
    "                      momentum=0.9)\n",
    "# Criterion\n",
    "criterion = torch.nn.CrossEntropyLoss()\n",
    "\n",
    "num_epochs = 10\n",
    "for epoch in range(num_epochs):\n",
    "    train(model, train_dataloader, criterion, optimizer, device, epoch)\n",
    "    with torch.no_grad():\n",
    "        test_results = test(model, test_dataloader, criterion, device)\n",
    "        print(f\"Epoch {epoch}, Test loss: {test_results['loss']} Accuracy: {test_results['accuracy']}\")\n",
    "        \n",
    "# Saving the best model\n",
    "# We save the entire state dictionary here. If you want to save only the model weights,\n",
    "# then you can just save model.state_dict()\n",
    "save_path = \"/tmp/lenet_mnist.pkl\"\n",
    "torch.save({\n",
    "            'epoch': epoch,\n",
    "            'model_state_dict': model.state_dict(),\n",
    "            'optimizer_state_dict': optimizer.state_dict(),\n",
    "            'test_results': test_results,\n",
    "            }, save_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "051e3205",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let us visualize some results\n",
    "model.eval()\n",
    "X, y_true = next(iter(test_dataloader))\n",
    "with torch.no_grad():\n",
    "    y_pred = model.predict(X)\n",
    "\n",
    "plot_data(X, y_pred, \"pred\", num_to_plot=24)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8fdb509f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_filters(weights, title):\n",
    "    n,c,w,h = weights.shape\n",
    "    weights = weights.view(n*c, -1, w, h)\n",
    "    nrow = 10\n",
    "    rows = min(weights.shape[0] // nrow + 1, 64)   \n",
    "    grid = utils.make_grid(weights, nrow=nrow, normalize=True, padding=1)\n",
    "    plt.figure(figsize=(nrow, rows))\n",
    "    plt.title(title)\n",
    "    plt.axis('off')\n",
    "    plt.imshow(grid.numpy().transpose((1, 2, 0)))\n",
    "    \n",
    "def plot_conv_filters(model):\n",
    "    # Get all the conv filters\n",
    "    conv_filters = [module for module in model.modules() if isinstance(module, torch.nn.Conv2d)]\n",
    "    for i, conv in enumerate(conv_filters):\n",
    "        visualize_filters(conv.weight.detach(), f\"conv_{i}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5e011d73",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x6400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_conv_filters(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d026525",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
